DocumentCode :
2754536
Title :
Program Realization of Rough Set Attributes Reduction
Author :
Zhang, Xuefeng ; Zhang, QingLing
Author_Institution :
Inst. of Syst. Sci., Northeastern Univ., Liaoning
Volume :
2
fYear :
0
fDate :
0-0 0
Firstpage :
5995
Lastpage :
5999
Abstract :
Rough set theory is a new mathematical tool to deal with imprecise, incomplete and inconsistent data. First, the basic constitute of data analysis system based on rough set method is briefly described. Discretization method of continuous attributes is considered and continuous attributes are changed into discrete attributes. Two important concepts of indiscernibility relation and relatively positive regions are mainly focused on. By using the dependant degree of knowledge, the algorithm of rough set data analysis system is submitted. By being compared the numbers of reduced attributes, the result of minimal attributes reduction is gotten. Program realization of many algorithms of solving relative core, upper approximation, lower approximation, equivalence relation, relatively significant degree, relatively attributes reduction, relatively value reduction, minimal decision rules is obtained, respectively. The Matlab programs of above fields are given. At last, running results of factual engineering system are promoted. Simulation results for pattern recognizing show that the method improves the rate of distinguish. It is a factual significant in promoting application of rough set theory
Keywords :
data analysis; data reduction; mathematics computing; rough set theory; Matlab program; data analysis system; discretization method; program realization; rough set attributes reduction; rough set theory; Approximation algorithms; Automation; Data analysis; Intelligent control; MATLAB; Pattern recognition; Set theory; Systems engineering and theory; MATLAB program; attributes core; attributes reduction; rough set;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1714230
Filename :
1714230
Link To Document :
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